Dataset statistics
| Number of variables | 19 |
|---|---|
| Number of observations | 21454 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 3.1 MiB |
| Average record size in memory | 152.0 B |
Variable types
| Categorical | 3 |
|---|---|
| Numeric | 16 |
ID has a high cardinality: 21454 distinct values | High cardinality |
year is highly overall correlated with country | High correlation |
ghsl_water_surface is highly overall correlated with ghsl_not_built_up and 2 other fields | High correlation |
ghsl_built_pre_1975 is highly overall correlated with ghsl_built_1975_to_1990 and 7 other fields | High correlation |
ghsl_built_1975_to_1990 is highly overall correlated with ghsl_built_pre_1975 and 7 other fields | High correlation |
ghsl_built_1990_to_2000 is highly overall correlated with ghsl_built_pre_1975 and 7 other fields | High correlation |
ghsl_built_2000_to_2014 is highly overall correlated with ghsl_built_pre_1975 and 7 other fields | High correlation |
ghsl_not_built_up is highly overall correlated with ghsl_water_surface and 9 other fields | High correlation |
ghsl_pop_density is highly overall correlated with ghsl_built_pre_1975 and 8 other fields | High correlation |
landcover_urban_fraction is highly overall correlated with ghsl_built_pre_1975 and 8 other fields | High correlation |
landcover_water_permanent_10km_fraction is highly overall correlated with ghsl_water_surface and 1 other fields | High correlation |
landcover_water_seasonal_10km_fraction is highly overall correlated with ghsl_water_surface and 1 other fields | High correlation |
nighttime_lights is highly overall correlated with ghsl_built_pre_1975 and 7 other fields | High correlation |
Target is highly overall correlated with ghsl_built_pre_1975 and 8 other fields | High correlation |
country is highly overall correlated with year | High correlation |
urban_or_rural is highly overall correlated with ghsl_not_built_up and 3 other fields | High correlation |
ID is uniformly distributed | Uniform |
ID has unique values | Unique |
Target has unique values | Unique |
ghsl_water_surface has 17033 (79.4%) zeros | Zeros |
ghsl_built_pre_1975 has 7983 (37.2%) zeros | Zeros |
ghsl_built_1975_to_1990 has 5604 (26.1%) zeros | Zeros |
ghsl_built_1990_to_2000 has 4188 (19.5%) zeros | Zeros |
ghsl_built_2000_to_2014 has 3237 (15.1%) zeros | Zeros |
ghsl_pop_density has 1397 (6.5%) zeros | Zeros |
landcover_urban_fraction has 414 (1.9%) zeros | Zeros |
landcover_water_permanent_10km_fraction has 10142 (47.3%) zeros | Zeros |
landcover_water_seasonal_10km_fraction has 3588 (16.7%) zeros | Zeros |
nighttime_lights has 10074 (47.0%) zeros | Zeros |
Reproduction
| Analysis started | 2023-01-14 18:34:11.966903 |
|---|---|
| Analysis finished | 2023-01-14 18:35:59.817935 |
| Duration | 1 minute and 47.85 seconds |
| Software version | pandas-profiling vv3.6.2 |
| Download configuration | config.json |
ID
Categorical
HIGH CARDINALITY UNIFORM UNIQUE
| Distinct | 21454 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 167.7 KiB |
| ID_AAIethGy | 1 |
|---|---|
| ID_iilpIHmh | 1 |
| ID_iiLFzlhV | 1 |
| ID_iiFgOwAJ | 1 |
| ID_ihzQMtNv | 1 |
| Other values (21449) |
Length
| Max length | 11 |
|---|---|
| Median length | 11 |
| Mean length | 11 |
| Min length | 11 |
Characters and Unicode
| Total characters | 235994 |
|---|---|
| Distinct characters | 53 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 21454 ? |
|---|---|
| Unique (%) | 100.0% |
Sample
| 1st row | ID_AAIethGy |
|---|---|
| 2nd row | ID_AAYiaCeL |
| 3rd row | ID_AAdurmKj |
| 4th row | ID_AAgNHles |
| 5th row | ID_AAishfND |
Common Values
| Value | Count | Frequency (%) |
| ID_AAIethGy | 1 | < 0.1% |
| ID_iilpIHmh | 1 | < 0.1% |
| ID_iiLFzlhV | 1 | < 0.1% |
| ID_iiFgOwAJ | 1 | < 0.1% |
| ID_ihzQMtNv | 1 | < 0.1% |
| ID_ihvgRPzg | 1 | < 0.1% |
| ID_ihpxSqWR | 1 | < 0.1% |
| ID_ihnucldf | 1 | < 0.1% |
| ID_ihWRXXBP | 1 | < 0.1% |
| ID_ihTgrNHF | 1 | < 0.1% |
| Other values (21444) | 21444 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| id_aaiethgy | 1 | < 0.1% |
| id_aadurmkj | 1 | < 0.1% |
| id_aaishfnd | 1 | < 0.1% |
| id_aanetgmr | 1 | < 0.1% |
| id_abooaqli | 1 | < 0.1% |
| id_abrveetg | 1 | < 0.1% |
| id_abbcebbl | 1 | < 0.1% |
| id_abcnwkmc | 1 | < 0.1% |
| id_abmhngqz | 1 | < 0.1% |
| id_abqywdgi | 1 | < 0.1% |
| Other values (21444) | 21444 |
Most occurring characters
| Value | Count | Frequency (%) |
| D | 24805 | 10.5% |
| I | 24749 | 10.5% |
| _ | 21454 | 9.1% |
| c | 3422 | 1.5% |
| X | 3421 | 1.4% |
| g | 3406 | 1.4% |
| B | 3385 | 1.4% |
| G | 3383 | 1.4% |
| F | 3377 | 1.4% |
| l | 3370 | 1.4% |
| Other values (43) | 141222 |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 128836 | |
| Lowercase Letter | 85704 | |
| Connector Punctuation | 21454 | 9.1% |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| D | 24805 | |
| I | 24749 | |
| X | 3421 | 2.7% |
| B | 3385 | 2.6% |
| G | 3383 | 2.6% |
| F | 3377 | 2.6% |
| W | 3352 | 2.6% |
| T | 3345 | 2.6% |
| J | 3338 | 2.6% |
| N | 3331 | 2.6% |
| Other values (16) | 52350 |
Lowercase Letter
| Value | Count | Frequency (%) |
| c | 3422 | 4.0% |
| g | 3406 | 4.0% |
| l | 3370 | 3.9% |
| w | 3362 | 3.9% |
| k | 3344 | 3.9% |
| z | 3330 | 3.9% |
| p | 3325 | 3.9% |
| u | 3324 | 3.9% |
| o | 3320 | 3.9% |
| s | 3320 | 3.9% |
| Other values (16) | 52181 |
Connector Punctuation
| Value | Count | Frequency (%) |
| _ | 21454 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 214540 | |
| Common | 21454 | 9.1% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| D | 24805 | 11.6% |
| I | 24749 | 11.5% |
| c | 3422 | 1.6% |
| X | 3421 | 1.6% |
| g | 3406 | 1.6% |
| B | 3385 | 1.6% |
| G | 3383 | 1.6% |
| F | 3377 | 1.6% |
| l | 3370 | 1.6% |
| w | 3362 | 1.6% |
| Other values (42) | 137860 |
Common
| Value | Count | Frequency (%) |
| _ | 21454 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 235994 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| D | 24805 | 10.5% |
| I | 24749 | 10.5% |
| _ | 21454 | 9.1% |
| c | 3422 | 1.5% |
| X | 3421 | 1.4% |
| g | 3406 | 1.4% |
| B | 3385 | 1.4% |
| G | 3383 | 1.4% |
| F | 3377 | 1.4% |
| l | 3370 | 1.4% |
| Other values (43) | 141222 |
country
Categorical
| Distinct | 18 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 167.7 KiB |
| Nigeria | |
|---|---|
| Kenya | |
| Tanzania | |
| Malawi | |
| Ethiopia | |
| Other values (13) |
Length
| Max length | 24 |
|---|---|
| Median length | 12 |
| Mean length | 7.1224946 |
| Min length | 4 |
Characters and Unicode
| Total characters | 152806 |
|---|---|
| Distinct characters | 37 |
| Distinct categories | 4 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Ethiopia |
|---|---|
| 2nd row | Ethiopia |
| 3rd row | Mozambique |
| 4th row | Malawi |
| 5th row | Guinea |
Common Values
| Value | Count | Frequency (%) |
| Nigeria | 2695 | |
| Kenya | 2626 | |
| Tanzania | 2450 | |
| Malawi | 1957 | |
| Ethiopia | 1721 | 8.0% |
| Ghana | 1419 | 6.6% |
| Mali | 1295 | 6.0% |
| Cameroon | 1041 | 4.9% |
| Rwanda | 984 | 4.6% |
| Senegal | 903 | 4.2% |
| Other values (8) | 4363 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| nigeria | 2695 | |
| kenya | 2626 | |
| tanzania | 2450 | |
| malawi | 1957 | 8.4% |
| ethiopia | 1721 | 7.4% |
| ghana | 1419 | 6.1% |
| mali | 1295 | 5.6% |
| cameroon | 1041 | 4.5% |
| rwanda | 984 | 4.2% |
| senegal | 903 | 3.9% |
| Other values (12) | 6091 |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 29610 | |
| i | 18004 | 11.8% |
| e | 14213 | 9.3% |
| n | 13983 | 9.2% |
| o | 8677 | 5.7% |
| r | 6249 | 4.1% |
| l | 4887 | 3.2% |
| M | 4131 | 2.7% |
| h | 3934 | 2.6% |
| g | 3928 | 2.6% |
| Other values (27) | 45190 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 127415 | |
| Uppercase Letter | 23182 | 15.2% |
| Space Separator | 1728 | 1.1% |
| Other Punctuation | 481 | 0.3% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| a | 29610 | |
| i | 18004 | |
| e | 14213 | |
| n | 13983 | |
| o | 8677 | 6.8% |
| r | 6249 | 4.9% |
| l | 4887 | 3.8% |
| h | 3934 | 3.1% |
| g | 3928 | 3.1% |
| z | 3599 | 2.8% |
| Other values (13) | 20331 |
Uppercase Letter
| Value | Count | Frequency (%) |
| M | 4131 | |
| T | 2780 | |
| N | 2695 | |
| K | 2626 | |
| G | 2012 | |
| S | 1958 | |
| C | 1753 | |
| E | 1721 | |
| L | 1579 | 6.8% |
| R | 1215 | 5.2% |
| Other values (2) | 712 | 3.1% |
Space Separator
| Value | Count | Frequency (%) |
| 1728 |
Other Punctuation
| Value | Count | Frequency (%) |
| ' | 481 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 150597 | |
| Common | 2209 | 1.4% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| a | 29610 | |
| i | 18004 | |
| e | 14213 | 9.4% |
| n | 13983 | 9.3% |
| o | 8677 | 5.8% |
| r | 6249 | 4.1% |
| l | 4887 | 3.2% |
| M | 4131 | 2.7% |
| h | 3934 | 2.6% |
| g | 3928 | 2.6% |
| Other values (25) | 42981 |
Common
| Value | Count | Frequency (%) |
| 1728 | ||
| ' | 481 | 21.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 152806 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| a | 29610 | |
| i | 18004 | 11.8% |
| e | 14213 | 9.3% |
| n | 13983 | 9.2% |
| o | 8677 | 5.7% |
| r | 6249 | 4.1% |
| l | 4887 | 3.2% |
| M | 4131 | 2.7% |
| h | 3934 | 2.6% |
| g | 3928 | 2.6% |
| Other values (27) | 45190 |
year
Real number (ℝ)
| Distinct | 19 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2010.0609 |
| Minimum | 1994 |
|---|---|
| Maximum | 2016 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 167.7 KiB |
Quantile statistics
| Minimum | 1994 |
|---|---|
| 5-th percentile | 1999 |
| Q1 | 2008 |
| median | 2011 |
| Q3 | 2014 |
| 95-th percentile | 2016 |
| Maximum | 2016 |
| Range | 22 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 4.7995794 |
|---|---|
| Coefficient of variation (CV) | 0.0023877781 |
| Kurtosis | 1.2504404 |
| Mean | 2010.0609 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | -1.2081735 |
| Sum | 43123846 |
| Variance | 23.035962 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=19)
| Value | Count | Frequency (%) |
| 2014 | 2931 | |
| 2011 | 2309 | |
| 2008 | 2196 | |
| 2015 | 2103 | |
| 2010 | 1969 | |
| 2013 | 1728 | |
| 2012 | 1587 | |
| 2016 | 1222 | 5.7% |
| 2009 | 988 | 4.6% |
| 2003 | 759 | 3.5% |
| Other values (9) | 3662 |
| Value | Count | Frequency (%) |
| 1994 | 141 | 0.7% |
| 1995 | 188 | 0.9% |
| 1996 | 202 | 0.9% |
| 1998 | 298 | 1.4% |
| 1999 | 535 | |
| 2003 | 759 | |
| 2004 | 696 | |
| 2005 | 641 | |
| 2006 | 610 | |
| 2007 | 351 |
| Value | Count | Frequency (%) |
| 2016 | 1222 | |
| 2015 | 2103 | |
| 2014 | 2931 | |
| 2013 | 1728 | |
| 2012 | 1587 | |
| 2011 | 2309 | |
| 2010 | 1969 | |
| 2009 | 988 | 4.6% |
| 2008 | 2196 | |
| 2007 | 351 | 1.6% |
urban_or_rural
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 167.7 KiB |
| R | |
|---|---|
| U |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 21454 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | R |
|---|---|
| 2nd row | R |
| 3rd row | R |
| 4th row | R |
| 5th row | U |
Common Values
| Value | Count | Frequency (%) |
| R | 14061 | |
| U | 7393 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| r | 14061 | |
| u | 7393 |
Most occurring characters
| Value | Count | Frequency (%) |
| R | 14061 | |
| U | 7393 |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 21454 |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| R | 14061 | |
| U | 7393 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 21454 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| R | 14061 | |
| U | 7393 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 21454 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| R | 14061 | |
| U | 7393 |
ghsl_water_surface
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 4353 |
|---|---|
| Distinct (%) | 20.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.028258802 |
| Minimum | 0 |
|---|---|
| Maximum | 0.96995614 |
| Zeros | 17033 |
| Zeros (%) | 79.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 167.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0.23379 |
| Maximum | 0.96995614 |
| Range | 0.96995614 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.097490496 |
|---|---|
| Coefficient of variation (CV) | 3.4499161 |
| Kurtosis | 22.608136 |
| Mean | 0.028258802 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 4.4620546 |
| Sum | 606.26434 |
| Variance | 0.0095043968 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 17033 | |
| 0.09061779622 | 45 | 0.2% |
| 0.0984636738 | 6 | < 0.1% |
| 0.01093372421 | 5 | < 0.1% |
| 0.01995908722 | 5 | < 0.1% |
| 0.1340284545 | 5 | < 0.1% |
| 0.03714490154 | 3 | < 0.1% |
| 0.0004804167148 | 3 | < 0.1% |
| 0.1639126188 | 2 | < 0.1% |
| 0.0004319282544 | 2 | < 0.1% |
| Other values (4343) | 4345 | 20.3% |
| Value | Count | Frequency (%) |
| 0 | 17033 | |
| 6.913405176 × 10-8 | 1 | < 0.1% |
| 7.208583462 × 10-8 | 1 | < 0.1% |
| 2.918160552 × 10-7 | 1 | < 0.1% |
| 7.320875205 × 10-7 | 1 | < 0.1% |
| 9.822229572 × 10-7 | 1 | < 0.1% |
| 2.280520165 × 10-6 | 1 | < 0.1% |
| 2.565648908 × 10-6 | 1 | < 0.1% |
| 3.285057347 × 10-6 | 1 | < 0.1% |
| 3.469314655 × 10-6 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0.9699561356 | 1 | |
| 0.9605258116 | 1 | |
| 0.9471977118 | 1 | |
| 0.9471973584 | 1 | |
| 0.9471962126 | 1 | |
| 0.9471961791 | 1 | |
| 0.9471953941 | 1 | |
| 0.9471939616 | 1 | |
| 0.927965564 | 1 | |
| 0.9127792162 | 1 |
ghsl_built_pre_1975
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 13305 |
|---|---|
| Distinct (%) | 62.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.038222426 |
| Minimum | 0 |
|---|---|
| Maximum | 0.87711581 |
| Zeros | 7983 |
| Zeros (%) | 37.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 167.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0.00019752036 |
| Q3 | 0.0079865968 |
| 95-th percentile | 0.25583431 |
| Maximum | 0.87711581 |
| Range | 0.87711581 |
| Interquartile range (IQR) | 0.0079865968 |
Descriptive statistics
| Standard deviation | 0.113562 |
|---|---|
| Coefficient of variation (CV) | 2.9710831 |
| Kurtosis | 17.628516 |
| Mean | 0.038222426 |
| Median Absolute Deviation (MAD) | 0.00019752036 |
| Skewness | 4.0600065 |
| Sum | 820.02392 |
| Variance | 0.012896329 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 7983 | |
| 0.3018118024 | 45 | 0.2% |
| 0.02087912288 | 10 | < 0.1% |
| 0.02373294331 | 9 | < 0.1% |
| 0.04067659073 | 7 | < 0.1% |
| 0.05070201558 | 7 | < 0.1% |
| 0.07381085682 | 7 | < 0.1% |
| 9.251572459 × 10-5 | 7 | < 0.1% |
| 0.01635782602 | 7 | < 0.1% |
| 0.002180839028 | 6 | < 0.1% |
| Other values (13295) | 13366 |
| Value | Count | Frequency (%) |
| 0 | 7983 | |
| 6.917283538 × 10-8 | 1 | < 0.1% |
| 1.442703846 × 10-7 | 1 | < 0.1% |
| 1.465081253 × 10-7 | 1 | < 0.1% |
| 8.83797365 × 10-7 | 1 | < 0.1% |
| 8.909530291 × 10-7 | 1 | < 0.1% |
| 1.103444785 × 10-6 | 1 | < 0.1% |
| 1.253662959 × 10-6 | 1 | < 0.1% |
| 1.44936663 × 10-6 | 1 | < 0.1% |
| 1.50932873 × 10-6 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0.877115813 | 1 | |
| 0.8738062489 | 1 | |
| 0.8734315531 | 1 | |
| 0.8733139612 | 1 | |
| 0.8647089728 | 1 | |
| 0.8642278604 | 1 | |
| 0.8587128693 | 1 | |
| 0.8573238101 | 1 | |
| 0.8411980888 | 1 | |
| 0.8358882073 | 1 |
ghsl_built_1975_to_1990
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 15737 |
|---|---|
| Distinct (%) | 73.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.02864367 |
| Minimum | 0 |
|---|---|
| Maximum | 0.68501033 |
| Zeros | 5604 |
| Zeros (%) | 26.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 167.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0.00070918812 |
| Q3 | 0.00986816 |
| 95-th percentile | 0.20158847 |
| Maximum | 0.68501033 |
| Range | 0.68501033 |
| Interquartile range (IQR) | 0.00986816 |
Descriptive statistics
| Standard deviation | 0.077367473 |
|---|---|
| Coefficient of variation (CV) | 2.7010321 |
| Kurtosis | 16.12044 |
| Mean | 0.02864367 |
| Median Absolute Deviation (MAD) | 0.00070918812 |
| Skewness | 3.8299052 |
| Sum | 614.5213 |
| Variance | 0.0059857259 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 5604 | 26.1% |
| 0.0009110213902 | 10 | < 0.1% |
| 0.001965384368 | 9 | < 0.1% |
| 0.0002590440289 | 7 | < 0.1% |
| 0.01219179209 | 7 | < 0.1% |
| 0.0706544715 | 7 | < 0.1% |
| 0.01174191053 | 7 | < 0.1% |
| 0.004047489382 | 6 | < 0.1% |
| 0.0006895384412 | 6 | < 0.1% |
| 0.008826170864 | 5 | < 0.1% |
| Other values (15727) | 15786 |
| Value | Count | Frequency (%) |
| 0 | 5604 | |
| 6.936731185 × 10-8 | 1 | < 0.1% |
| 7.1451732 × 10-8 | 1 | < 0.1% |
| 6.552407722 × 10-7 | 1 | < 0.1% |
| 3.0667509 × 10-6 | 1 | < 0.1% |
| 3.784418754 × 10-6 | 1 | < 0.1% |
| 4.888453635 × 10-6 | 1 | < 0.1% |
| 6.035934568 × 10-6 | 1 | < 0.1% |
| 6.275761731 × 10-6 | 1 | < 0.1% |
| 7.012680094 × 10-6 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0.6850103306 | 1 | |
| 0.6422459624 | 1 | |
| 0.6271506289 | 1 | |
| 0.6219419702 | 1 | |
| 0.615808966 | 1 | |
| 0.6021406588 | 1 | |
| 0.5914613398 | 1 | |
| 0.5878884741 | 1 | |
| 0.5862848412 | 1 | |
| 0.5828351037 | 1 |
ghsl_built_1990_to_2000
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 17102 |
|---|---|
| Distinct (%) | 79.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.012688907 |
| Minimum | 0 |
|---|---|
| Maximum | 0.5155339 |
| Zeros | 4188 |
| Zeros (%) | 19.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 167.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 4.2799332 × 10-5 |
| median | 0.0010009187 |
| Q3 | 0.0081277131 |
| 95-th percentile | 0.071948676 |
| Maximum | 0.5155339 |
| Range | 0.5155339 |
| Interquartile range (IQR) | 0.0080849138 |
Descriptive statistics
| Standard deviation | 0.032745104 |
|---|---|
| Coefficient of variation (CV) | 2.5806087 |
| Kurtosis | 46.047888 |
| Mean | 0.012688907 |
| Median Absolute Deviation (MAD) | 0.0010009187 |
| Skewness | 5.5442282 |
| Sum | 272.22781 |
| Variance | 0.0010722418 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 4188 | 19.5% |
| 0.07261158427 | 45 | 0.2% |
| 0.001264274582 | 10 | < 0.1% |
| 0.002113715264 | 9 | < 0.1% |
| 0.005888817369 | 7 | < 0.1% |
| 0.0003145534636 | 7 | < 0.1% |
| 0.02489618726 | 7 | < 0.1% |
| 0.01355264961 | 7 | < 0.1% |
| 0.005869507069 | 7 | < 0.1% |
| 0.0001304532186 | 6 | < 0.1% |
| Other values (17092) | 17161 |
| Value | Count | Frequency (%) |
| 0 | 4188 | |
| 7.36501113 × 10-8 | 1 | < 0.1% |
| 6.508978702 × 10-7 | 1 | < 0.1% |
| 8.168245713 × 10-7 | 1 | < 0.1% |
| 2.544445235 × 10-6 | 1 | < 0.1% |
| 2.72110266 × 10-6 | 1 | < 0.1% |
| 2.800744662 × 10-6 | 1 | < 0.1% |
| 3.476675529 × 10-6 | 1 | < 0.1% |
| 3.597221066 × 10-6 | 1 | < 0.1% |
| 3.682270706 × 10-6 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0.5155338956 | 1 | |
| 0.4792300467 | 1 | |
| 0.4776524267 | 1 | |
| 0.476911915 | 1 | |
| 0.4736488252 | 1 | |
| 0.4693984317 | 1 | |
| 0.4538649902 | 1 | |
| 0.4489680074 | 1 | |
| 0.4218545143 | 1 | |
| 0.42127213 | 1 |
ghsl_built_2000_to_2014
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 18053 |
|---|---|
| Distinct (%) | 84.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.018386307 |
| Minimum | 0 |
|---|---|
| Maximum | 0.64915892 |
| Zeros | 3237 |
| Zeros (%) | 15.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 167.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0.00012405033 |
| median | 0.0018705597 |
| Q3 | 0.014936327 |
| 95-th percentile | 0.099875982 |
| Maximum | 0.64915892 |
| Range | 0.64915892 |
| Interquartile range (IQR) | 0.014812277 |
Descriptive statistics
| Standard deviation | 0.040420834 |
|---|---|
| Coefficient of variation (CV) | 2.1984205 |
| Kurtosis | 23.287708 |
| Mean | 0.018386307 |
| Median Absolute Deviation (MAD) | 0.0018705597 |
| Skewness | 3.9858008 |
| Sum | 394.45984 |
| Variance | 0.0016338439 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 3237 | 15.1% |
| 0.01293090129 | 45 | 0.2% |
| 0.0009296136635 | 10 | < 0.1% |
| 0.004802212748 | 9 | < 0.1% |
| 0.01253215712 | 7 | < 0.1% |
| 0.00345887835 | 7 | < 0.1% |
| 0.008034651972 | 7 | < 0.1% |
| 0.06937701573 | 7 | < 0.1% |
| 0.0005550943475 | 7 | < 0.1% |
| 0.008168905512 | 6 | < 0.1% |
| Other values (18043) | 18112 |
| Value | Count | Frequency (%) |
| 0 | 3237 | |
| 7.972580123 × 10-7 | 1 | < 0.1% |
| 8.065205574 × 10-7 | 1 | < 0.1% |
| 9.570129652 × 10-7 | 1 | < 0.1% |
| 1.041454036 × 10-6 | 1 | < 0.1% |
| 1.10308117 × 10-6 | 1 | < 0.1% |
| 1.167224284 × 10-6 | 1 | < 0.1% |
| 2.125206995 × 10-6 | 1 | < 0.1% |
| 2.914012605 × 10-6 | 1 | < 0.1% |
| 3.581201389 × 10-6 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0.6491589154 | 1 | |
| 0.579944202 | 1 | |
| 0.5657850979 | 1 | |
| 0.4905589025 | 1 | |
| 0.4739498395 | 1 | |
| 0.4478762264 | 1 | |
| 0.4249122131 | 1 | |
| 0.4195887538 | 1 | |
| 0.4118305246 | 1 | |
| 0.4101385512 | 1 |
ghsl_not_built_up
Real number (ℝ)
| Distinct | 18966 |
|---|---|
| Distinct (%) | 88.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.87379989 |
| Minimum | 0.00085933956 |
|---|---|
| Maximum | 1 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 167.7 KiB |
Quantile statistics
| Minimum | 0.00085933956 |
|---|---|
| 5-th percentile | 0.23814703 |
| Q1 | 0.89786738 |
| median | 0.99191887 |
| Q3 | 0.99953243 |
| 95-th percentile | 1 |
| Maximum | 1 |
| Range | 0.99914066 |
| Interquartile range (IQR) | 0.10166505 |
Descriptive statistics
| Standard deviation | 0.23929401 |
|---|---|
| Coefficient of variation (CV) | 0.27385447 |
| Kurtosis | 3.4994257 |
| Mean | 0.87379989 |
| Median Absolute Deviation (MAD) | 0.0080811321 |
| Skewness | -2.1348925 |
| Sum | 18746.503 |
| Variance | 0.057261622 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1 | 2325 | 10.8% |
| 0.5220279159 | 45 | 0.2% |
| 0.9760159675 | 10 | < 0.1% |
| 0.9673857443 | 9 | < 0.1% |
| 0.9255443156 | 7 | < 0.1% |
| 0.9987787924 | 7 | < 0.1% |
| 0.8371330075 | 7 | < 0.1% |
| 0.9742944783 | 7 | < 0.1% |
| 0.8432828709 | 7 | < 0.1% |
| 0.9958814055 | 6 | < 0.1% |
| Other values (18956) | 19024 |
| Value | Count | Frequency (%) |
| 0.0008593395634 | 1 | |
| 0.0009833758159 | 1 | |
| 0.004179615187 | 1 | |
| 0.004741980312 | 1 | |
| 0.006977793015 | 1 | |
| 0.008067237962 | 1 | |
| 0.00907890323 | 1 | |
| 0.009630134503 | 1 | |
| 0.01026416457 | 1 | |
| 0.01028977285 | 1 |
| Value | Count | Frequency (%) |
| 1 | 2325 | |
| 0.9999991832 | 1 | < 0.1% |
| 0.9999974344 | 1 | < 0.1% |
| 0.9999972789 | 1 | < 0.1% |
| 0.999997086 | 1 | < 0.1% |
| 0.9999965233 | 1 | < 0.1% |
| 0.9999963884 | 1 | < 0.1% |
| 0.9999917968 | 1 | < 0.1% |
| 0.9999916958 | 1 | < 0.1% |
| 0.99999155 | 1 | < 0.1% |
ghsl_pop_density
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 19882 |
|---|---|
| Distinct (%) | 92.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 95.756775 |
| Minimum | 0 |
|---|---|
| Maximum | 1741.2565 |
| Zeros | 1397 |
| Zeros (%) | 6.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 167.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 3.8485329 |
| median | 17.632672 |
| Q3 | 63.225683 |
| 95-th percentile | 538.75621 |
| Maximum | 1741.2565 |
| Range | 1741.2565 |
| Interquartile range (IQR) | 59.37715 |
Descriptive statistics
| Standard deviation | 209.70476 |
|---|---|
| Coefficient of variation (CV) | 2.1899731 |
| Kurtosis | 14.880748 |
| Mean | 95.756775 |
| Median Absolute Deviation (MAD) | 16.60438 |
| Skewness | 3.6055606 |
| Sum | 2054365.9 |
| Variance | 43976.087 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 1397 | 6.5% |
| 358.9100574 | 45 | 0.2% |
| 44.39664085 | 10 | < 0.1% |
| 38.39799515 | 9 | < 0.1% |
| 35.61097599 | 7 | < 0.1% |
| 60.98269611 | 7 | < 0.1% |
| 12.46856118 | 7 | < 0.1% |
| 40.53305086 | 7 | < 0.1% |
| 20.40109574 | 7 | < 0.1% |
| 62.13962484 | 6 | < 0.1% |
| Other values (19872) | 19952 |
| Value | Count | Frequency (%) |
| 0 | 1397 | |
| 1.489816944 × 10-6 | 1 | < 0.1% |
| 3.391646709 × 10-5 | 1 | < 0.1% |
| 8.230325855 × 10-5 | 1 | < 0.1% |
| 0.0001108301438 | 1 | < 0.1% |
| 0.0002315190853 | 1 | < 0.1% |
| 0.0002631584597 | 1 | < 0.1% |
| 0.0002787421901 | 1 | < 0.1% |
| 0.0002962045376 | 1 | < 0.1% |
| 0.0003179559628 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 1741.256516 | 1 | |
| 1715.37757 | 1 | |
| 1715.048843 | 1 | |
| 1686.805022 | 1 | |
| 1679.134223 | 1 | |
| 1663.160424 | 1 | |
| 1660.9532 | 1 | |
| 1657.17349 | 1 | |
| 1654.763644 | 1 | |
| 1653.060676 | 1 |
landcover_crops_fraction
Real number (ℝ)
| Distinct | 21269 |
|---|---|
| Distinct (%) | 99.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 21.034265 |
| Minimum | 0 |
|---|---|
| Maximum | 80.064918 |
| Zeros | 22 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 167.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.52060433 |
| Q1 | 5.6105152 |
| median | 18.509291 |
| Q3 | 33.590293 |
| 95-th percentile | 50.794426 |
| Maximum | 80.064918 |
| Range | 80.064918 |
| Interquartile range (IQR) | 27.979777 |
Descriptive statistics
| Standard deviation | 16.751106 |
|---|---|
| Coefficient of variation (CV) | 0.79637228 |
| Kurtosis | -0.55590836 |
| Mean | 21.034265 |
| Median Absolute Deviation (MAD) | 13.873646 |
| Skewness | 0.56286531 |
| Sum | 451269.12 |
| Variance | 280.59954 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1.992261138 | 45 | 0.2% |
| 0 | 22 | 0.1% |
| 8.164316512 | 10 | < 0.1% |
| 15.63145216 | 9 | < 0.1% |
| 14.60886168 | 7 | < 0.1% |
| 11.78726281 | 7 | < 0.1% |
| 17.93840588 | 7 | < 0.1% |
| 12.0862425 | 7 | < 0.1% |
| 9.648788869 | 7 | < 0.1% |
| 15.77386212 | 6 | < 0.1% |
| Other values (21259) | 21327 |
| Value | Count | Frequency (%) |
| 0 | 22 | |
| 1.803807838 × 10-5 | 1 | < 0.1% |
| 7.026828431 × 10-5 | 1 | < 0.1% |
| 0.0002561146108 | 1 | < 0.1% |
| 0.0003822104756 | 1 | < 0.1% |
| 0.0005095612677 | 1 | < 0.1% |
| 0.0006392236666 | 1 | < 0.1% |
| 0.000848185808 | 1 | < 0.1% |
| 0.001028633319 | 1 | < 0.1% |
| 0.001283244848 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 80.06491789 | 1 | |
| 78.8611158 | 1 | |
| 78.62770717 | 1 | |
| 78.21836795 | 1 | |
| 77.90964149 | 1 | |
| 77.85394336 | 1 | |
| 77.24169375 | 1 | |
| 77.21041891 | 1 | |
| 77.15980606 | 1 | |
| 76.9228726 | 1 |
landcover_urban_fraction
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 20877 |
|---|---|
| Distinct (%) | 97.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 13.999061 |
| Minimum | 0 |
|---|---|
| Maximum | 98.784092 |
| Zeros | 414 |
| Zeros (%) | 1.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 167.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.098912126 |
| Q1 | 0.79884119 |
| median | 2.7701588 |
| Q3 | 12.621501 |
| 95-th percentile | 76.911166 |
| Maximum | 98.784092 |
| Range | 98.784092 |
| Interquartile range (IQR) | 11.82266 |
Descriptive statistics
| Standard deviation | 23.715485 |
|---|---|
| Coefficient of variation (CV) | 1.6940768 |
| Kurtosis | 2.8804093 |
| Mean | 13.999061 |
| Median Absolute Deviation (MAD) | 2.4384455 |
| Skewness | 2.0161259 |
| Sum | 300335.85 |
| Variance | 562.42422 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 414 | 1.9% |
| 44.43827187 | 45 | 0.2% |
| 9.450420981 | 10 | < 0.1% |
| 7.756364112 | 9 | < 0.1% |
| 14.35960965 | 7 | < 0.1% |
| 8.24759524 | 7 | < 0.1% |
| 4.30216981 | 7 | < 0.1% |
| 3.704300716 | 7 | < 0.1% |
| 14.78645024 | 7 | < 0.1% |
| 12.49155024 | 6 | < 0.1% |
| Other values (20867) | 20935 |
| Value | Count | Frequency (%) |
| 0 | 414 | |
| 0.0001240487166 | 1 | < 0.1% |
| 0.0001244831508 | 1 | < 0.1% |
| 0.0001246059642 | 1 | < 0.1% |
| 0.0001285736543 | 1 | < 0.1% |
| 0.0002113726117 | 1 | < 0.1% |
| 0.0002454157776 | 1 | < 0.1% |
| 0.0002481424591 | 1 | < 0.1% |
| 0.0002557726893 | 1 | < 0.1% |
| 0.0002570582655 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 98.78409191 | 1 | |
| 98.30161765 | 1 | |
| 98.23373433 | 1 | |
| 98.13041264 | 1 | |
| 98.01080365 | 1 | |
| 97.9019848 | 1 | |
| 97.84496702 | 1 | |
| 97.74975058 | 1 | |
| 97.69284394 | 1 | |
| 97.67493179 | 1 |
landcover_water_permanent_10km_fraction
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 11194 |
|---|---|
| Distinct (%) | 52.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.4868488 |
| Minimum | 0 |
|---|---|
| Maximum | 99.164018 |
| Zeros | 10142 |
| Zeros (%) | 47.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 167.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0.00051557883 |
| Q3 | 0.15236441 |
| 95-th percentile | 5.5058273 |
| Maximum | 99.164018 |
| Range | 99.164018 |
| Interquartile range (IQR) | 0.15236441 |
Descriptive statistics
| Standard deviation | 6.5501709 |
|---|---|
| Coefficient of variation (CV) | 4.4054049 |
| Kurtosis | 72.195363 |
| Mean | 1.4868488 |
| Median Absolute Deviation (MAD) | 0.00051557883 |
| Skewness | 7.6537522 |
| Sum | 31898.854 |
| Variance | 42.904739 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 10142 | |
| 4.86909423 | 45 | 0.2% |
| 0.08171667119 | 10 | < 0.1% |
| 0.37697643 | 9 | < 0.1% |
| 0.2425321891 | 7 | < 0.1% |
| 5.265976786 | 6 | < 0.1% |
| 7.249501695 | 5 | < 0.1% |
| 0.7517154626 | 5 | < 0.1% |
| 0.9135959239 | 5 | < 0.1% |
| 0.2932024689 | 4 | < 0.1% |
| Other values (11184) | 11216 |
| Value | Count | Frequency (%) |
| 0 | 10142 | |
| 6.533112427 × 10-7 | 1 | < 0.1% |
| 1.13067713 × 10-6 | 1 | < 0.1% |
| 1.755016715 × 10-6 | 1 | < 0.1% |
| 2.20794635 × 10-6 | 1 | < 0.1% |
| 6.186031026 × 10-6 | 1 | < 0.1% |
| 6.623356457 × 10-6 | 1 | < 0.1% |
| 7.76700294 × 10-6 | 1 | < 0.1% |
| 9.82939076 × 10-6 | 1 | < 0.1% |
| 1.043837964 × 10-5 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 99.16401816 | 1 | |
| 98.7889409 | 1 | |
| 98.78893956 | 1 | |
| 98.78892806 | 1 | |
| 98.78892716 | 1 | |
| 98.7889191 | 1 | |
| 98.78890103 | 1 | |
| 92.38671042 | 1 | |
| 91.78107995 | 1 | |
| 90.97455512 | 1 |
landcover_water_seasonal_10km_fraction
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 17702 |
|---|---|
| Distinct (%) | 82.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.71489078 |
| Minimum | 0 |
|---|---|
| Maximum | 56.201637 |
| Zeros | 3588 |
| Zeros (%) | 16.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 167.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0.0013248167 |
| median | 0.029151075 |
| Q3 | 0.38196895 |
| 95-th percentile | 3.2756275 |
| Maximum | 56.201637 |
| Range | 56.201637 |
| Interquartile range (IQR) | 0.38064414 |
Descriptive statistics
| Standard deviation | 2.3837011 |
|---|---|
| Coefficient of variation (CV) | 3.3343571 |
| Kurtosis | 95.791979 |
| Mean | 0.71489078 |
| Median Absolute Deviation (MAD) | 0.029151075 |
| Skewness | 8.1477972 |
| Sum | 15337.267 |
| Variance | 5.6820311 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 3588 | 16.7% |
| 1.719901986 | 45 | 0.2% |
| 0.4528529494 | 10 | < 0.1% |
| 0.6447054008 | 9 | < 0.1% |
| 0.0004785929443 | 7 | < 0.1% |
| 0.00317501242 | 7 | < 0.1% |
| 0.0005754871078 | 7 | < 0.1% |
| 0.4626489201 | 7 | < 0.1% |
| 1.864077522 | 6 | < 0.1% |
| 0.04655988518 | 6 | < 0.1% |
| Other values (17692) | 17762 |
| Value | Count | Frequency (%) |
| 0 | 3588 | |
| 3.39203139 × 10-6 | 1 | < 0.1% |
| 4.4158927 × 10-6 | 1 | < 0.1% |
| 1.133675166 × 10-5 | 1 | < 0.1% |
| 1.324671291 × 10-5 | 1 | < 0.1% |
| 1.335088398 × 10-5 | 1 | < 0.1% |
| 1.427589648 × 10-5 | 1 | < 0.1% |
| 1.429606073 × 10-5 | 1 | < 0.1% |
| 1.588313242 × 10-5 | 1 | < 0.1% |
| 2.040639461 × 10-5 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 56.20163691 | 1 | |
| 50.56816886 | 1 | |
| 43.20166455 | 1 | |
| 42.9797931 | 1 | |
| 39.9685785 | 1 | |
| 39.80161585 | 1 | |
| 39.13537858 | 1 | |
| 38.58140046 | 1 | |
| 38.48168031 | 1 | |
| 35.91742564 | 1 |
nighttime_lights
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 11253 |
|---|---|
| Distinct (%) | 52.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8.5065428 |
| Minimum | 0 |
|---|---|
| Maximum | 382.93277 |
| Zeros | 10074 |
| Zeros (%) | 47.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 167.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0.13733271 |
| Q3 | 4.8301943 |
| 95-th percentile | 55.486404 |
| Maximum | 382.93277 |
| Range | 382.93277 |
| Interquartile range (IQR) | 4.8301943 |
Descriptive statistics
| Standard deviation | 21.090378 |
|---|---|
| Coefficient of variation (CV) | 2.4793125 |
| Kurtosis | 17.426181 |
| Mean | 8.5065428 |
| Median Absolute Deviation (MAD) | 0.13733271 |
| Skewness | 3.7000205 |
| Sum | 182499.37 |
| Variance | 444.80403 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 10074 | |
| 12.69709496 | 45 | 0.2% |
| 0.6864953137 | 10 | < 0.1% |
| 1.58128617 | 9 | < 0.1% |
| 1.22848272 | 7 | < 0.1% |
| 1.311014238 | 7 | < 0.1% |
| 2.148200208 | 7 | < 0.1% |
| 0.9671025484 | 6 | < 0.1% |
| 1.565415046 | 6 | < 0.1% |
| 0.225086966 | 5 | < 0.1% |
| Other values (11243) | 11278 |
| Value | Count | Frequency (%) |
| 0 | 10074 | |
| 0.0001496930743 | 1 | < 0.1% |
| 0.0001787458648 | 1 | < 0.1% |
| 0.0001796777242 | 1 | < 0.1% |
| 0.0002116325581 | 1 | < 0.1% |
| 0.0002837618983 | 1 | < 0.1% |
| 0.0003353672012 | 1 | < 0.1% |
| 0.0003633572429 | 1 | < 0.1% |
| 0.0003639023291 | 1 | < 0.1% |
| 0.0003682120868 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 382.9327688 | 1 | |
| 167.4461583 | 1 | |
| 154.2381551 | 1 | |
| 151.9722349 | 1 | |
| 151.7742639 | 1 | |
| 150.8818834 | 1 | |
| 149.9927437 | 1 | |
| 149.2415112 | 1 | |
| 148.8221119 | 1 | |
| 148.4191856 | 1 |
dist_to_capital
Real number (ℝ)
| Distinct | 21290 |
|---|---|
| Distinct (%) | 99.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 289.72227 |
| Minimum | 0.10530635 |
|---|---|
| Maximum | 1897.3516 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 167.7 KiB |
Quantile statistics
| Minimum | 0.10530635 |
|---|---|
| 5-th percentile | 8.2815965 |
| Q1 | 115.89087 |
| median | 256.73647 |
| Q3 | 401.15307 |
| 95-th percentile | 647.93474 |
| Maximum | 1897.3516 |
| Range | 1897.2463 |
| Interquartile range (IQR) | 285.2622 |
Descriptive statistics
| Standard deviation | 238.81178 |
|---|---|
| Coefficient of variation (CV) | 0.8242783 |
| Kurtosis | 7.0597198 |
| Mean | 289.72227 |
| Median Absolute Deviation (MAD) | 142.58929 |
| Skewness | 1.9713099 |
| Sum | 6215701.5 |
| Variance | 57031.065 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 4.46935671 | 45 | 0.2% |
| 278.6301227 | 10 | < 0.1% |
| 261.5968335 | 9 | < 0.1% |
| 307.5219805 | 7 | < 0.1% |
| 369.8153578 | 7 | < 0.1% |
| 430.633407 | 7 | < 0.1% |
| 303.8056591 | 7 | < 0.1% |
| 83.00545759 | 7 | < 0.1% |
| 10.21794893 | 6 | < 0.1% |
| 393.6626358 | 6 | < 0.1% |
| Other values (21280) | 21343 |
| Value | Count | Frequency (%) |
| 0.1053063522 | 1 | |
| 0.243460189 | 1 | |
| 0.2723535385 | 1 | |
| 0.2883147586 | 1 | |
| 0.3186927104 | 1 | |
| 0.3484557676 | 1 | |
| 0.3836564044 | 1 | |
| 0.5072512792 | 1 | |
| 0.5114668429 | 1 | |
| 0.5503411931 | 1 |
| Value | Count | Frequency (%) |
| 1897.351575 | 1 | |
| 1881.50215 | 1 | |
| 1814.235364 | 1 | |
| 1813.948149 | 1 | |
| 1812.226403 | 1 | |
| 1810.390771 | 1 | |
| 1801.34182 | 1 | |
| 1799.527368 | 1 | |
| 1794.243679 | 1 | |
| 1778.057321 | 1 |
dist_to_shoreline
Real number (ℝ)
| Distinct | 21290 |
|---|---|
| Distinct (%) | 99.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 402.60854 |
| Minimum | 0.11208033 |
|---|---|
| Maximum | 1769.5239 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 167.7 KiB |
Quantile statistics
| Minimum | 0.11208033 |
|---|---|
| 5-th percentile | 7.5339698 |
| Q1 | 126.37946 |
| median | 327.27197 |
| Q3 | 643.91067 |
| 95-th percentile | 1042.5241 |
| Maximum | 1769.5239 |
| Range | 1769.4118 |
| Interquartile range (IQR) | 517.53121 |
Descriptive statistics
| Standard deviation | 321.51728 |
|---|---|
| Coefficient of variation (CV) | 0.79858536 |
| Kurtosis | -0.484433 |
| Mean | 402.60854 |
| Median Absolute Deviation (MAD) | 252.72005 |
| Skewness | 0.6249039 |
| Sum | 8637563.6 |
| Variance | 103373.36 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 969.5296642 | 45 | 0.2% |
| 1223.327336 | 10 | < 0.1% |
| 895.4534605 | 9 | < 0.1% |
| 660.5835943 | 7 | < 0.1% |
| 682.5466964 | 7 | < 0.1% |
| 729.6785061 | 7 | < 0.1% |
| 685.1395234 | 7 | < 0.1% |
| 899.9594426 | 7 | < 0.1% |
| 963.1664218 | 6 | < 0.1% |
| 820.5107717 | 6 | < 0.1% |
| Other values (21280) | 21343 |
| Value | Count | Frequency (%) |
| 0.1120803302 | 1 | |
| 0.4368265905 | 1 | |
| 0.4505270134 | 1 | |
| 0.457539723 | 1 | |
| 0.467026867 | 1 | |
| 0.5283029991 | 1 | |
| 0.5425026754 | 1 | |
| 0.5455659434 | 1 | |
| 0.5518094693 | 1 | |
| 0.5635888988 | 1 |
| Value | Count | Frequency (%) |
| 1769.523906 | 2 | |
| 1699.132541 | 3 | |
| 1595.368011 | 2 | |
| 1564.151157 | 1 | < 0.1% |
| 1542.589582 | 1 | < 0.1% |
| 1499.002204 | 1 | < 0.1% |
| 1479.130147 | 1 | < 0.1% |
| 1468.991174 | 2 | |
| 1451.861364 | 2 | |
| 1446.970356 | 1 | < 0.1% |
Target
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 21454 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.35073609 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 167.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.11045163 |
| Q1 | 0.19577166 |
| median | 0.2935741 |
| Q3 | 0.49900277 |
| 95-th percentile | 0.70749965 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.3032311 |
Descriptive statistics
| Standard deviation | 0.19437554 |
|---|---|
| Coefficient of variation (CV) | 0.55419315 |
| Kurtosis | -0.51996401 |
| Mean | 0.35073609 |
| Median Absolute Deviation (MAD) | 0.12577741 |
| Skewness | 0.66561048 |
| Sum | 7524.6921 |
| Variance | 0.037781851 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.1327826553 | 1 | < 0.1% |
| 0.4509127794 | 1 | < 0.1% |
| 0.1252256788 | 1 | < 0.1% |
| 0.4742699233 | 1 | < 0.1% |
| 0.5386413516 | 1 | < 0.1% |
| 0.571884876 | 1 | < 0.1% |
| 0.2501356095 | 1 | < 0.1% |
| 0.3385579499 | 1 | < 0.1% |
| 0.5288058609 | 1 | < 0.1% |
| 0.2460801998 | 1 | < 0.1% |
| Other values (21444) | 21444 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 0.0003220136428 | 1 | |
| 0.0006669851474 | 1 | |
| 0.003018080409 | 1 | |
| 0.004575079538 | 1 | |
| 0.00489837095 | 1 | |
| 0.00609375181 | 1 | |
| 0.006285133496 | 1 | |
| 0.006563564294 | 1 | |
| 0.007080796214 | 1 |
| Value | Count | Frequency (%) |
| 1 | 1 | |
| 0.993478219 | 1 | |
| 0.9888278568 | 1 | |
| 0.9804689238 | 1 | |
| 0.9797684348 | 1 | |
| 0.9787069806 | 1 | |
| 0.9765504151 | 1 | |
| 0.9747127435 | 1 | |
| 0.9714261221 | 1 | |
| 0.9643150612 | 1 |
| year | ghsl_water_surface | ghsl_built_pre_1975 | ghsl_built_1975_to_1990 | ghsl_built_1990_to_2000 | ghsl_built_2000_to_2014 | ghsl_not_built_up | ghsl_pop_density | landcover_crops_fraction | landcover_urban_fraction | landcover_water_permanent_10km_fraction | landcover_water_seasonal_10km_fraction | nighttime_lights | dist_to_capital | dist_to_shoreline | Target | country | urban_or_rural | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| year | 1.000 | -0.055 | -0.078 | -0.043 | -0.047 | -0.007 | 0.059 | 0.007 | 0.130 | -0.049 | -0.007 | -0.042 | -0.055 | -0.038 | 0.085 | 0.127 | 0.540 | 0.059 |
| ghsl_water_surface | -0.055 | 1.000 | 0.307 | 0.260 | 0.288 | 0.223 | -0.507 | 0.266 | -0.228 | 0.288 | 0.670 | 0.591 | 0.288 | -0.071 | -0.242 | 0.240 | 0.081 | 0.178 |
| ghsl_built_pre_1975 | -0.078 | 0.307 | 1.000 | 0.810 | 0.861 | 0.766 | -0.858 | 0.734 | -0.375 | 0.757 | 0.310 | 0.291 | 0.718 | -0.250 | -0.344 | 0.588 | 0.141 | 0.455 |
| ghsl_built_1975_to_1990 | -0.043 | 0.260 | 0.810 | 1.000 | 0.850 | 0.790 | -0.832 | 0.732 | -0.242 | 0.745 | 0.291 | 0.276 | 0.695 | -0.261 | -0.249 | 0.609 | 0.112 | 0.434 |
| ghsl_built_1990_to_2000 | -0.047 | 0.288 | 0.861 | 0.850 | 1.000 | 0.878 | -0.901 | 0.778 | -0.258 | 0.785 | 0.332 | 0.302 | 0.720 | -0.283 | -0.270 | 0.603 | 0.079 | 0.337 |
| ghsl_built_2000_to_2014 | -0.007 | 0.223 | 0.766 | 0.790 | 0.878 | 1.000 | -0.848 | 0.746 | -0.183 | 0.725 | 0.280 | 0.251 | 0.654 | -0.285 | -0.168 | 0.536 | 0.067 | 0.331 |
| ghsl_not_built_up | 0.059 | -0.507 | -0.858 | -0.832 | -0.901 | -0.848 | 1.000 | -0.780 | 0.323 | -0.783 | -0.477 | -0.423 | -0.724 | 0.262 | 0.301 | -0.607 | 0.122 | 0.555 |
| ghsl_pop_density | 0.007 | 0.266 | 0.734 | 0.732 | 0.778 | 0.746 | -0.780 | 1.000 | -0.120 | 0.853 | 0.333 | 0.268 | 0.774 | -0.250 | -0.121 | 0.625 | 0.118 | 0.531 |
| landcover_crops_fraction | 0.130 | -0.228 | -0.375 | -0.242 | -0.258 | -0.183 | 0.323 | -0.120 | 1.000 | -0.173 | -0.124 | -0.138 | -0.256 | 0.015 | 0.458 | -0.217 | 0.215 | 0.244 |
| landcover_urban_fraction | -0.049 | 0.288 | 0.757 | 0.745 | 0.785 | 0.725 | -0.783 | 0.853 | -0.173 | 1.000 | 0.322 | 0.287 | 0.826 | -0.240 | -0.211 | 0.704 | 0.112 | 0.682 |
| landcover_water_permanent_10km_fraction | -0.007 | 0.670 | 0.310 | 0.291 | 0.332 | 0.280 | -0.477 | 0.333 | -0.124 | 0.322 | 1.000 | 0.780 | 0.338 | -0.175 | -0.163 | 0.265 | 0.077 | 0.026 |
| landcover_water_seasonal_10km_fraction | -0.042 | 0.591 | 0.291 | 0.276 | 0.302 | 0.251 | -0.423 | 0.268 | -0.138 | 0.287 | 0.780 | 1.000 | 0.311 | -0.074 | -0.179 | 0.259 | 0.086 | 0.023 |
| nighttime_lights | -0.055 | 0.288 | 0.718 | 0.695 | 0.720 | 0.654 | -0.724 | 0.774 | -0.256 | 0.826 | 0.338 | 0.311 | 1.000 | -0.220 | -0.318 | 0.734 | 0.106 | 0.370 |
| dist_to_capital | -0.038 | -0.071 | -0.250 | -0.261 | -0.283 | -0.285 | 0.262 | -0.250 | 0.015 | -0.240 | -0.175 | -0.074 | -0.220 | 1.000 | 0.066 | -0.255 | 0.312 | 0.100 |
| dist_to_shoreline | 0.085 | -0.242 | -0.344 | -0.249 | -0.270 | -0.168 | 0.301 | -0.121 | 0.458 | -0.211 | -0.163 | -0.179 | -0.318 | 0.066 | 1.000 | -0.334 | 0.408 | 0.182 |
| Target | 0.127 | 0.240 | 0.588 | 0.609 | 0.603 | 0.536 | -0.607 | 0.625 | -0.217 | 0.704 | 0.265 | 0.259 | 0.734 | -0.255 | -0.334 | 1.000 | 0.217 | 0.688 |
| country | 0.540 | 0.081 | 0.141 | 0.112 | 0.079 | 0.067 | 0.122 | 0.118 | 0.215 | 0.112 | 0.077 | 0.086 | 0.106 | 0.312 | 0.408 | 0.217 | 1.000 | 0.185 |
| urban_or_rural | 0.059 | 0.178 | 0.455 | 0.434 | 0.337 | 0.331 | 0.555 | 0.531 | 0.244 | 0.682 | 0.026 | 0.023 | 0.370 | 0.100 | 0.182 | 0.688 | 0.185 | 1.000 |
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
| ID | country | year | urban_or_rural | ghsl_water_surface | ghsl_built_pre_1975 | ghsl_built_1975_to_1990 | ghsl_built_1990_to_2000 | ghsl_built_2000_to_2014 | ghsl_not_built_up | ghsl_pop_density | landcover_crops_fraction | landcover_urban_fraction | landcover_water_permanent_10km_fraction | landcover_water_seasonal_10km_fraction | nighttime_lights | dist_to_capital | dist_to_shoreline | Target | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | ID_AAIethGy | Ethiopia | 2016 | R | 0.0 | 0.000000 | 0.000000 | 0.000055 | 0.000536 | 0.999408 | 12.146134 | 25.489659 | 0.879484 | 0.000000 | 0.000000 | 0.000000 | 278.788451 | 769.338378 | 0.132783 |
| 1 | ID_AAYiaCeL | Ethiopia | 2005 | R | 0.0 | 0.000000 | 0.000110 | 0.000000 | 0.000018 | 0.999872 | 113.806716 | 64.136053 | 0.601427 | 0.000000 | 0.005427 | 0.000000 | 200.986978 | 337.135243 | 0.004898 |
| 2 | ID_AAdurmKj | Mozambique | 2009 | R | 0.0 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 1.000000 | 0.000000 | 4.400096 | 0.131900 | 0.000000 | 0.003078 | 0.000000 | 642.594208 | 169.913773 | 0.097320 |
| 3 | ID_AAgNHles | Malawi | 2015 | R | 0.0 | 0.000141 | 0.000181 | 0.000254 | 0.000228 | 0.999195 | 5.213320 | 25.379371 | 2.017136 | 11.293841 | 0.131035 | 0.000000 | 365.349451 | 613.591610 | 0.304107 |
| 4 | ID_AAishfND | Guinea | 2012 | U | 0.0 | 0.011649 | 0.017560 | 0.017383 | 0.099875 | 0.853533 | 31.734661 | 5.081620 | 22.815984 | 0.005047 | 0.130475 | 1.461894 | 222.867189 | 192.926363 | 0.605328 |
| 5 | ID_AAnetgMr | Ethiopia | 2016 | U | 0.0 | 0.008623 | 0.019409 | 0.059886 | 0.082682 | 0.829400 | 203.580507 | 24.629433 | 31.235708 | 0.000000 | 0.008223 | 22.981970 | 9.803702 | 487.790852 | 0.463882 |
| 6 | ID_ABOoaqlI | Cameroon | 2004 | R | 0.0 | 0.000131 | 0.000149 | 0.000168 | 0.000093 | 0.999458 | 0.342950 | 0.011798 | 0.251395 | 0.000000 | 0.000289 | 0.000000 | 290.621111 | 477.563353 | 0.133302 |
| 7 | ID_ABRVEEtG | Ghana | 2014 | R | 0.0 | 0.001298 | 0.001042 | 0.000219 | 0.000347 | 0.997094 | 14.340860 | 42.594576 | 4.180947 | 0.011511 | 0.112440 | 0.000000 | 438.103890 | 435.816271 | 0.545138 |
| 8 | ID_ABbCEbbL | Senegal | 2010 | U | 0.0 | 0.000000 | 0.000751 | 0.001485 | 0.000035 | 0.997729 | 19.468199 | 11.332716 | 2.191206 | 0.410365 | 4.746894 | 0.528963 | 482.262914 | 320.867328 | 0.590187 |
| 9 | ID_ABcnWkmC | Ethiopia | 2016 | R | 0.0 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 1.000000 | 0.000000 | 1.105011 | 0.147196 | 0.000000 | 0.230172 | 0.000000 | 533.139137 | 1016.580304 | 0.122272 |
| ID | country | year | urban_or_rural | ghsl_water_surface | ghsl_built_pre_1975 | ghsl_built_1975_to_1990 | ghsl_built_1990_to_2000 | ghsl_built_2000_to_2014 | ghsl_not_built_up | ghsl_pop_density | landcover_crops_fraction | landcover_urban_fraction | landcover_water_permanent_10km_fraction | landcover_water_seasonal_10km_fraction | nighttime_lights | dist_to_capital | dist_to_shoreline | Target | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 21444 | ID_zyoBSDvF | Tanzania | 2008 | U | 0.0 | 0.000000 | 0.000790 | 0.000349 | 0.000643 | 0.998219 | 10.488112 | 33.168805 | 5.850590 | 2.139980 | 0.215556 | 0.000000 | 257.499432 | 456.432193 | 0.340661 |
| 21445 | ID_zytjzoBK | Cote d'Ivoire | 2011 | U | 0.0 | 0.232091 | 0.000000 | 0.036942 | 0.021323 | 0.709643 | 262.430831 | 6.455677 | 25.206611 | 1.047201 | 0.805027 | 34.589127 | 207.731928 | 16.804768 | 0.584942 |
| 21446 | ID_zyyHDTQb | Kenya | 2014 | U | 0.0 | 0.000075 | 0.000244 | 0.000319 | 0.000188 | 0.999174 | 20.141022 | 49.090095 | 0.483274 | 0.000578 | 0.005977 | 0.000000 | 140.722881 | 277.361740 | 0.273127 |
| 21447 | ID_zyzHAKIL | Malawi | 2015 | R | 0.0 | 0.005628 | 0.002740 | 0.009602 | 0.036790 | 0.945240 | 14.398296 | 33.062333 | 6.302211 | 0.000000 | 0.000000 | 0.000000 | 65.359441 | 502.474487 | 0.241307 |
| 21448 | ID_zzJKKqnw | Nigeria | 2013 | U | 0.0 | 0.012932 | 0.043155 | 0.052499 | 0.215050 | 0.676364 | 89.520966 | 15.355394 | 21.533464 | 0.963910 | 0.962027 | 18.633171 | 474.793510 | 12.090552 | 0.649643 |
| 21449 | ID_zzPvDPjQ | Nigeria | 2013 | R | 0.0 | 0.002961 | 0.008240 | 0.002313 | 0.008068 | 0.978418 | 44.044352 | 12.551978 | 6.302902 | 0.000000 | 0.000000 | 1.955632 | 283.861037 | 159.790057 | 0.624088 |
| 21450 | ID_zzQoPhjZ | Senegal | 2011 | R | 0.0 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 1.000000 | 0.000000 | 27.848571 | 0.372267 | 0.000000 | 0.000000 | 0.000000 | 295.307249 | 122.976960 | 0.250042 |
| 21451 | ID_zzQuWZBF | Ghana | 2014 | R | 0.0 | 0.000536 | 0.000092 | 0.000018 | 0.000074 | 0.999279 | 0.458143 | 3.679934 | 1.712136 | 0.000000 | 0.000000 | 0.442422 | 166.405249 | 155.365355 | 0.314871 |
| 21452 | ID_zzqCGLvb | Ghana | 2014 | R | 0.0 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 1.000000 | 0.000000 | 12.331763 | 0.960163 | 0.001899 | 0.061126 | 0.000000 | 568.759665 | 534.638628 | 0.237831 |
| 21453 | ID_zzqQlHgY | Mozambique | 2011 | R | 0.0 | 0.000035 | 0.000000 | 0.002073 | 0.000337 | 0.997556 | 15.223655 | 15.192034 | 1.565308 | 0.000000 | 0.000000 | 0.000000 | 1486.151015 | 216.519408 | 0.165071 |